統計 Version 01
Fundamental Statistical Tools for Medical AI
Hypothesis Testing
Classification
Type I Error and P-Value [Slides, Codes, Data, Video]
Fisher's Exact Test [Slides, Codes, Data, Video]
Mann-Whitney U Test [Slides, Codes, Data, Video]
DeLong Test [Slides, Codes, Data, Video]
Segmentation
Type I Error and P-Value [Slides, Codes, Data, Video]
Detection
Type I Error and P-Value [Slides, Codes, Data, Video]
Prognoisis
Type I Error and P-Value [Slides, Codes, Data, Video]
Estimation
Classification
Confidence Interval [Slides, Codes, Data, Video]
Bootstrap Method [Slides, Codes, Data, Video]
Segmentation
Confidence Interval [Slides, Codes, Data, Video]
Detection
Confidence Interval [Slides, Codes, Data, Video]
Prognosis
Confidence Interval [Slides, Codes, Data, Video]
Evaluation
Classification
Confusion Matrix [Slides, Codes, Data, Video]
ROC curve and AUC [Slides, Codes, Data, Video]
Segmentation
DICE Coefficient [Slides, Codes, Data, Video]
IOU [Slides, Codes, Data, Video]
DICE Loss [Slides, Codes, Data, Video]
Cross Entropy [Slides, Codes, Data, Video]
Detection
Mean Average Precision [Slides, Codes, Data, Video]
Prognosis
Contingency Table [Slides, Codes, Data, Video]
ROC curve and AUC [Slides, Codes, Data, Video]
Descriptive Statistics
Classification
Median [Slides, Codes, Data, Video]
Interquartile [Slides, Codes, Data, Video]
Segmentation
Exponentially Weighted Average [Slides, Codes, Data, Video]
Intraclass Correlation Coefficient [Slides, Codes, Data, Video]
Detection
Intraclass Correlation Coefficient [Slides, Codes, Data, Video]
Prognosis
Median [Slides, Codes, Data, Video]
Range [Slides, Codes, Data, Video]
Model, Methods and Training
Classification
Training/Validation/Test [Slides, Codes, Data, Video]
Cross Validation [Slides, Codes, Data, Video]
Segmentation
Training/Validation/Test [Slides, Codes, Data, Video]
Cross Validation [Slides, Codes, Data, Video]
Detection
Training/Validation/Test [Slides, Codes, Data, Video]
Cross Validation [Slides, Codes, Data, Video]
Prognosis
Logistic Regression [Slides, Codes, Data, Video]
LASSO [Slides, Codes, Data, Video]
Kaplan-Meier Method [Slides, Codes, Data, Video]
Cross Validation [Slides, Codes, Data, Video]
Examples from Papers
Dr. Hsu XYZ paper
Confusion matrix
2B
2C
Prognosis
2A
2B
2C
Clinical Applications
Application 01
Confusion matrix
2B
2C
Application 02
2A
2B
2C